Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401225	CLM	Ann S Lopez	1940-11-23	—	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418953	CLM	Oar Hunt	1938-05-20	UHC-97434-51	4543629865	9314 Bayshore Dr, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408182	CLM	Alice P Wang	1938-03-05	UHC-19783-63	7666882633	9104 River Rd, Austin, TX, 78739	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424228	CLM	Michael Porer	2003-09-12	UHC-50791-32	—	5538 Elm St, Houston, TX, 77079	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407621	CLM	Teressa Z Porter	1983-10-23	—	7316388441	8615 Hillcrest Rd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402177	CLM	Arthur Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428542	CLM	John O Marshall	2000-04-14	—	3772559193	2707 Grand Ave, Las Vegas, NV, 89170	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410361	CLM	Alxeander Murphy	1997-10-13	UHC-15436-47	4228946480	81 Church St, Minneapolis, MN, 55408	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409065	CLM	Kenneth X Carroll	1972-07-18	—	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431698	CLM	Kathryn Black	1962-06-13	UHC-47024-45	—	3202 River Rd, Nashville, TN, 37261	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417528	CLM	Ailce Griffin	1973-02-01	UHC-73266-95	4854263168	393 Park Pl, Denver, CO	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414947	CLM	Donna Austin	1956-02-08	UHC-08695-42	—	3198 Maple Ave, Fresno, CA, 93784	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405030	CLM	Christopher Cunningham	1946-04-04	—	2956630065	3285 River Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410460	CLM	Zachary Green	1978-02-02	—	3508287855	2091 Willow Ct, San Diego, CA, 92134	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401976	CLM	Evelyn Lee	2007-02-22	UHC-62339-83	7013384967	7247 River Rd, Nashville, TN, 37293	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407017	CLM	David G Henry	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410441	CLM	Amy Yang	2002-08-10	—	4735748930	1529 Market St, Fresno, CA, 93761	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416243	CLM	Joyce Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424880	CLM	Mason Price	1971-09-26	UHC-45042-06	7124701790	2697 Hillcrest Rd Apt 39, Charlotte, NC, 28231	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401456	CLM	Teresa C Hill	1990-08-22	UHC-82145-43	—	8639 Meadow Ln, Seattle, WA, 98178	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427796	CLM	Christina Estarda	1969-02-07	—	2575743192	5680 Canyon Rd, Nashville, TN, 37201	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-431994	CLM	Sarah J Long	1993-01-20	UHC-42321-42	3153143425	6140 Camelback Rd # 151, Houston, TX, 77063	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407214	CLM	Kimberly Munoz	2007-12-22	—	—	5212 Spring St, Jacksonville, FL, 32237	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429216	CLM	John Moore	1996-04-11	UHC-80866-83	—	3523 Market St, Sacramento, CA, 95863	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-425060	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ, 85232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428539	CLM	Isabella Murphy	1957-02-06	UHC-81397-53	2226476767	1338 Central Ave, Columbus, OH, 43298	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416175	CLM	Rebecca B Collins	1972-06-13	UHC-41980-63	—	7226 Maple Ave # 130, Houston, TX, 77076	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402038	CLM	Thoams Chavez	1958-01-21	UHC-08205-93	6396910334	6626 Market St, Miami, FL, 33199	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409305	CLM	Lori V Ellis	2005-08-15	UHC-21885-66	—	5821 Union St, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428914	CLM	Emma M Rodriguez	1977-10-28	—	—	8610 Church St, Tempe, AZ, 85221	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413969	CLM	Maria Young	1981-05-21	UHC-57966-63	7747603813	4044 Maple Ave, Charlotte, NC, 28215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-403634	CLM	Henry Marshaall	1954-10-23	—	6587331920	8683 Forest Ave, Orlando, FL, 32873	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408098	CLM	Ryan Richards	1980-05-09	UHC-91216-27	—	8087 Mesa Dr, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408872	CLM	Maria Ortiz	1961-08-02	—	—	1527 Park Pl, Nashville, TN, 37222	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-432698	CLM	Rachel Adams	1939-03-26	UHC-34375-78	—	5892 Oak St, Tucson, AZ, 85724	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432699	CLM	Rachel Adams	1939-03-26	UHC-34375-78	—	5892 Oak St, Tucson, AZ, 85724	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413030	CLM	Larry Garcia	1966-06-25	UHC-28303-69	—	5239 Jefferson Ave, Tempe, AZ, 85207	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-416833	CLM	Katherine Walsh	1950-09-28	UHC-91901-69	7788921266	356 River Rd, Charlotte, NC, 28254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429352	CLM	Jeremy Dunn	1989-07-21	—	8174769707	8291 Maple Ave, Houston, TX, 77080	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432691	CLM	Sue Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave, Fresno, CA, 93796	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429391	CLM	Emily Roberts	1955-07-11	—	9565286935	6341 Meadow Ln, Tucson, AZ, 85745	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407185	CLM	Edward Watkins	2001-10-19	UHC-04151-64	9705959792	1525 Desert Sky Blvd # 383, Dallas, TX, 75275	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-414371	CLM	Saa Harper	1994-03-15	UHC-71898-36	—	9413 Meadow Ln, San Diego, CA, 92122	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-421466	CLM	Karen Foster	1992-04-04	—	6845393615	6582 Pine Dr, Fresno, CA, 93712	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403569	CLM	Dennis Larson	1965-09-05	—	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408325	CLM	Lary R Jones	—	UHC-94064-39	—	6613 Jefferson Ave, Plano, TX, 75089	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-430434	CLM	Kathleen Moore	1989-12-27	UHC-75963-29	4339976390	6354 Sage Ct, San Diego, CA, 92109	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429634	CLM	Gabriel Watson	1940-07-08	UHC-73072-51	—	2560 Central Ave, Tucson, AZ, 85779	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-416644	CLM	Susan Howadr	1985-08-06	UHC-50641-01	4784911931	6781 Forest Ave, Phoenix, AZ, 85059	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431814	CLM	Diana Salazar	2001-02-17	UHC-69415-54	9375574820	9622 Desert Sky Blvd, Sacramento, CA, 95884	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

16,411 rows, page 133 of 329Previous Next